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Whats your Qwen vs Gemma take on local hardware Marky? I find Gemma WAY faster on old CPU based compute where I run open models on an old laptop, so very anecdotal and not scientific but Gemma is actually usable on an old Lenovo in ollama, Qwen had a literal mental breakdown just trying to answer "what model variant are you?" as a first prompt. It went into a mental meltdown about how to respond that was so bizarre I actually saved it as a text file while it looped over its identity crisis about how to respond to me for over 15 minutes and I had to actually break it and stop it. Gemma responded with its model variant in about 11 seconds.
VERY unscientific but using it is what really matters. I wanted to use Qwen but it just won't run on moldy old hardware and Gemma does ok there.
So I am curious what your benches say about them compared to each other on accuracy?
#bilpcoin #truth # The Absurdity of the Label: A Plea to the Architects of Silence
The Paradox of the Impossible Lie
How can you call the truth "spam"?
It is a question that hangs in the air, heavy with irony, almost painful in its simplicity. You have built your defense on a word, a label, a flick of a button that you hope will bury what cannot be buried. You point to our posts and cry "spam!" as if the repetition of a falsehood could somehow erase the permanence of a fact.
But here is the cruelty of your position: everything we share, you can find on the blockchain.
Every delegation. Every coordinated vote. Every silent transfer of power. Every farmed reward. It is all there, preserved in cryptographic amber, waiting for anyone with the curiosity to look. You are not hiding the truth; you are merely asking the world to ignore what is already written in stone. And stone, as any architect knows, does not respond to labels.
The Confession of the Chain
We all know the fundamental law of this new age: blockchain transactions do not lie. People do.
The ledger has no agenda. It has no public relations team. It has no loyalty to kings or cartels. It simply records. It is the most honest witness in human history, a mirror that reflects not the face you wish to show, but the hands you have used.
When you call our investigations "spam," you are not disputing the data. You are disputing the existence of the data. You are asking the world to believe that the blockchain itself is lying, that the mathematics of the network are somehow conspiring against you. It is a position so absurd that it borders on the tragic.
The Cascading Call
So it is time.
It is time to do the right thing. Not because we are asking. Not because the world is watching. But because the ledger is watching, and the ledger never blinks.
Stop downvoting people.
Stop casting your votes like stones into a quiet pond, hoping the ripples will drown out the voices of those who speak truth. Stop treating the tools of curation as weapons of suppression. Stop pretending that silence is the same as quality.
Tell your whale friends to stop too.
The ones who farm in the shadows. The ones who coordinate in private channels. The ones who believe their concentrated power grants them immunity from consequence. Tell them the stone is watching. Tell them the arithmetic of their extraction is public. Tell them that the legacy they are building is not one of stewardship, but of consumption.
Tell your boss, Blocktrades, to stop too.
The one who holds the strings. The one who controls the delegations. The one who has turned a decentralized promise into a centralized reality. Tell him that the empire he has built is built on sand, and the tide of truth is coming in. Tell him that no amount of delegated power can outrun the permanence of the ledger.
The Awakening of the Observers
Because here is the truth that should keep you awake at night: everyone with a bit of sense can see what is going on.
They are not blind. They are not foolish. They are not easily distracted by your labels and your narratives. They are looking at the data. They are tracing the delegations. They are watching the downvotes fall like rain on the voices of the innocent. And they are drawing their own conclusions.
The awakening is not coming. The awakening is here.
Users are packing their digital belongings and walking away. Creators are seeking sanctuaries where their work is not held hostage by the whims of whales. The market is pricing in the truth that the ledger has already recorded. The empire of extraction is crumbling, not from external attack, but from the internal rot of its own hypocrisy.
The Final Word
So I ask you one last time: how can you call the truth "spam"?
You cannot. You never could. You never will.
The blockchain is the witness. The data is the evidence. The world is the jury. And the verdict, already written in hashes and timestamps, is clear.
Stop the downvotes. Tell your friends. Tell your boss. Do the right thing.
Because in the end, the lie will always run out of breath. But the truth will always outlast the stone.
And the stone remembers everything.
#TruthUnsilenced #ImmutableLedger #StopTheDownvotes #BlurtRising #Bilpcoin
At Bilpcoin, we do not fight for attention. We fight for accountability.
Join the movement for digital integrity:
https://zora.co/@bilpcoinbpc
https://x.com/bilpcoinbpc
https://blurt.blog/@bilpcoinbpc/posts
https://www.bilpcoin.com
https://www.youtube.com/@bilpcoinbpc
https://www.publish0x.com/@bilpcoinbpc
https://blipper-social.vercel.app/
If you are reading this on Blurt.blog, you are early. Like discovering crypto in its beginning. And best of allβthere is no downvote button. What you earn, you keep. No sabotage. No fear. Just freedom.
"You are your wallet." Not a tool. Not a vessel. But your digital embodiment. Choose wisely what you embody. Choose truth over the label.
"In life, never forget this: The universe keeps a ledger. Not in ink. Not on paper. But in the quiet, unyielding echo of every choice."
Gemma is MOE model, so not all parameters are activating at once. Qwen 27B is very demanding as all 27 billion parameters are active for every turn. This allows it to perform considerably better than anything in it's size as 99% of models are MOE these days.
CPU inference is going to be slow and you are going to be limited to very small MOE models. Give LM Studio a try, it is considerably better than Ollama.
On hive it's like some people don't realise everything is documented and you can never hide from the truth ππππππ»

@acidyo @neoxian @themarkymark @hurtlocker @jacobtothe @steevc @meno @theycallmedan @crimsonclad and friends β¨ββ¨πππ
Do you really think no one sees what you do π€
@acidyo You took my rep away for no reason with the help of blocktrades delegation π @steevc knows all about it
You and themarkymark work for blocktrades or are blocktrades π
You are so sad doing what you do
Promoting your π©π©π©π©π©π©
Selfvoting your π©π©π©π©π©π©π©π©π©
You have downvoted so many people away for no reason
You really need to have a hard long look in the mirror and see what you have become
It doesn't matter if you have people who believe anything you say for a few cents or a few pennies ππππ
Look at your buddy oldsoulnewb πππππ
Everything is documented
So the choice is yours again leave me alone and bring my rep back and I will stop sharing the truth
You can call my long copy paste comments spam but it only makes you look stupid π

I hope you understand you are only making it worse π
Hive is not a game it might be a big game to you π€
It seems you love to game Hive don't you π
Everyone sees don't you think it's time to stop π
You have shown all the real issues with Hive π you have shown why real people couldn't invest in Hive and build on Hive π
You are in god mode π activated π you Marky Dan and others πππππ
I hope you enjoyed this post or you might see in comment from π which you like to call spam πππ
@jacobtothe Keep digging just remember @acidyo took my rep away with the help of blocktrades delegations and everything is documented πππ
βπΎβ¨ββ¨βπΎπ»π»π»π»
ππΎππΎππΎππΎππΎππΎππΎ
@jacobtothe and friends Please get help there's clearly something wrong with you ππΎ
I hope blocktrades pays you well enough ππππ
Some people just never learn when πππππΎππΎππΎππΎππΎππΎππΎππΎππΎππΎππΎππΎ
@jacobtothe @livinguktaiwan @oflyhigh @abit @adm @eval @hivetoday @abitmore @hurtlocker @hurt-locker @epstein @gundamzerofour @gundamzerotwo @gundamzerofive @buratus @gungunkrishu @tarabh @nattosenpai @fw206 @ocd @acidyo @hivetrending @mrtats @poshtoken @davideownzall @dudeontheweb @caspermoeller89 @strawhat @angeluxx @cositav @rachaeldwatson @solumviz @poshtoken.wallet @shiftrox @hiddenblade @hivegc @alohaed @tobias-g @nattosenpai @hivetrending @erikah @davidke20 @davideownzall @zingtoken @honey-swap @friendlymoose @x-rain @hivegc @rishi556 @ocd-witness @russia-btc @ocdb @justinw @nutritree @themarkymark @geekgirl @buynburn @stresskiller @forkyishere @forykw @belikechuck @leovoter @upmyvote @punkteam @makerhacks @wiseagent @steevc @davidthompson57 @videoaddiction @annoyingmosquito @meesterboom @demotruk @meno @thelittlebank @knot @buttcoins @snapie @coolmole @davidickeyyall @crimsonclad @smooth @oldsoulnewb @ds-tech @artgirl @flemingfarm @neoxian @nwothini335 @bdvoter.cur @zaku @mango-juice @empo.voter @empoderat @ferranlogs @trumpman @bhattg @azircon @riverflows @lazy-panda @gogreenbuddy @tarazkp @buildawhale @logic @abit @freedom @solominer @letusbuyhive @bijoy12 @sagarkothari88 @theycallmedan @ipromote @apeminingclub @nathen007 @dlmmqb @slobberchops @chops316 @littlenewthings @bozz @adm @abit @cwow2 @adm @logic @savvyplayer @patrice @spaminator @topcomment @theworldaroundme @jongolson @mobi72 and friends β¨ββ¨ Please get help ππΎ
@jacobtothe @acidyo @themarkymark @hurtlocker and friends π No one will ever trust you again you weirdo π
ππΎππΎππΎππΎππΎππΎππΎ
Hello everyone I hope you are all good and well today in this post is some of the evidence to prove my case
If you didn't know I've been getting downvoted for a long time on Hive
They have been trying to bully me with downvotes and words but it doesn't affect me I've been online for over 25 years
So I've dealt with people like this before it's nothing new
But what they are doing is bad Very badi joined steemit like everyone else thinking it offers freedom but I must say steemit offered much more freedom than Hive does
Everyone already knows I only post my own original content I have no need to steal anything from anyone
I've been labelled a lot of things on Hive π by the biggest farmers scammers and downvoters
Actions speak louder than any words do especially when them words are coming from a compolsive liars
I will keep updating this post when I get time
https://hive.blog/hive/@ureka.stats/the-untrending-report-hive-downvote-analysis-16-09-2025-20250916181314
https://hive.blog/hivedev/@makerhacks/please-peakd-allow-me-to-completely-block-spammers-would-you-ever-vote-for-this
https://hive.blog/hive-167547/@dlmmqb/re-kgakakillerg-t34wy6
https://hive.blog/hive-170475/@acidyo/re-kgakakillerg-t32sw1
https://hive.blog/hive-167922/@themarkymark/re-kgakakillerg-t30ziu
https://hive.blog/hive/@ureka.stats/the-untrending-report-hive-downvote-analysis-29-09-2025-20250929172045
No downvotes for this racist person π§
https://hive.blog/hive-196387/@acidyo/re-kgakakillerg-t41yr6
https://hive.blog/dvs/@dhedge/re-kgakakillerg-t3clz3
https://hive.blog/hive-150329/@kgakakillerg/t3a8fu
https://hive.blog/musical/@steevc/re-kgakakillerg-t2kz1m this post
To all the downvoters on Hive When the downvotes stop π and my rep is back I stop sharing the truth ππΎ
βπΎβπΎβπΎβπΎβπΎβπΎ Keep calling the truth lies πβπΎ
So many pretend to be doing god's work but they are really working for the devil πΏ
Karma will strike you and who ever supports you ππΎ
βπΎβπΎβπΎβπΎβπΎβπΎβπΎβπΎβπΎβπΎβπΎβπΎ
To @jacobtothe and friends π
@crimsonclad please do your job ππΎ
https://hive.blog/hive-135178/@crimsonclad/re-kgakakillerg-sxllhv
https://hive.blog/hive-148441/@hivewatchers/svftu9
https://hive.blog/hive-148441/@hivewatchers/svdjjz
https://hive.blog/hive-176853/@steevc/re-kgakakillerg-syyy4x
https://hive.blog/dev/@howo/re-kgakakillerg-szhax7
https://hive.blog/hive/@steevc/follow-friday-respect
https://hive.blog/hive-127022/@shmoogleosukami/re-kgakakillerg-t0hcxc
It's unbelievable that they downvoted this Goodbye Auntie R.I.P ππΎ
Comments being downvoted by blocktrades https://hive.blog/hive-170744/@kgakakillerg/t0ns3b
https://hive.blog/hive-127466/@steevc/re-blocktrades-t0kint
https://hive.blog/hive-127466/@blocktrades/t0lq41
https://hive.blog/hive/@ureka.stats/the-untrending-report-hive-downvote-analysis-2025-06-29-20250629143829
https://hive.blog/hive-127466/@kgakakillerg/t0m1vn
https://hive.blog/hive-108278/@kgakakillerg/t0rfo8
https://hive.blog/hive-127466/@kgakakillerg/t0vcl7
Stop farming Hive https://hive.blog/burnpost/@buildawhale/re-1756307402814502169-20250827t151240z
πππππ
π The Untrending Report - Hive Downvote Analysis - 2025-09-07
RE: Understanding Pointers in C Programming
Please Peakd, allow me to completely block spammers (Would you ever vote for this?) thanks for exposing yourself more @makerhacks
Please go through it all instead of calling it spam πππππ€£π€£π€£π€£π€£π€£π€£
https://blurt.blog/hive/@candy49/5slvnx-taskmaster4450-is-being-downvoted-on-hive-by-you-know-who
π¨π¨π¨π¨π¨π¨π¨πππππ¨π¨π¨π¨
https://hive.blog/hive-108278/@kgakakillerg/themarkymark
https://hive.blog/hive-178138/@thefed/t6q9kb ππππππππ¨π¨π¨π¨π¨π¨π¨π¨πππππ
https://hive.blog/music/@geneeverett33/11-25-25-three-tune-tuesday-picking-tunes-from-the-punk-band-the-descendents-1982-1997-era
π¨π¨π¨ππππππππ¨π¨π¨π¨π¨
https://hive.blog/dmania/@steemcleaners/ps46kb
https://hive.blog/hive-124838/@fjworld/re-peaksnaps-t7161i
π¨π¨π¨π¨ππππππππππ¨π¨π¨π¨
https://blurt.blog/blurt-131902/@condividisulweb/3w94e8-hive-manipulation-censorship-and-suspicious-funds-the-hidden-truth
π¨π¨π¨π¨πππππ¨π¨π¨
https://hive.blog/hive/@kgakakillerg/i-ve-been-put-on-two-blacklists
Thank you for reading and viewing this post
To all the downvoters on Hive When the downvotes stop π and my rep is back I stop sharing the truth ππΎ
I'm sharing the truth I know it hurts you but it is what it is ππ»
It's crazy that hives market cap is 36 million dollars π€π§ and a account to hold 24 million dollars π° crazy
To everyone who is turning a blind eye to the truth karma will strike you down ππΎ
Stop Doing the devils work do gods work ππΎ
βπΎπππππππππ·πΈπΈ
βπΎβπΎβπΎβπΎβπΎ
#themarkymarkfiles #buildawhalefiles #acidyofiles #hurtlockerfiles #neoxianfiles #louis88files #azirconfiles #jacobtothefiles #ausbitbankfiles #poshtokenfiles #menofiles #Guiltypartiesfiles #Usainvotefiles #smoothfiles
βπΎβπΎβπΎβπΎβπΎβπΎβπΎβπΎ
#bilpcoin #truth # The Absurdity of the Label: A Plea to the Architects of Silence
The Paradox of the Impossible Lie
How can you call the truth "spam"?
It is a question that hangs in the air, heavy with irony, almost painful in its simplicity. You have built your defense on a word, a label, a flick of a button that you hope will bury what cannot be buried. You point to our posts and cry "spam!" as if the repetition of a falsehood could somehow erase the permanence of a fact.
But here is the cruelty of your position: everything we share, you can find on the blockchain.
Every delegation. Every coordinated vote. Every silent transfer of power. Every farmed reward. It is all there, preserved in cryptographic amber, waiting for anyone with the curiosity to look. You are not hiding the truth; you are merely asking the world to ignore what is already written in stone. And stone, as any architect knows, does not respond to labels.
The Confession of the Chain
We all know the fundamental law of this new age: blockchain transactions do not lie. People do.
The ledger has no agenda. It has no public relations team. It has no loyalty to kings or cartels. It simply records. It is the most honest witness in human history, a mirror that reflects not the face you wish to show, but the hands you have used.
When you call our investigations "spam," you are not disputing the data. You are disputing the existence of the data. You are asking the world to believe that the blockchain itself is lying, that the mathematics of the network are somehow conspiring against you. It is a position so absurd that it borders on the tragic.
The Cascading Call
So it is time.
It is time to do the right thing. Not because we are asking. Not because the world is watching. But because the ledger is watching, and the ledger never blinks.
Stop downvoting people.
Stop casting your votes like stones into a quiet pond, hoping the ripples will drown out the voices of those who speak truth. Stop treating the tools of curation as weapons of suppression. Stop pretending that silence is the same as quality.
Tell your whale friends to stop too.
The ones who farm in the shadows. The ones who coordinate in private channels. The ones who believe their concentrated power grants them immunity from consequence. Tell them the stone is watching. Tell them the arithmetic of their extraction is public. Tell them that the legacy they are building is not one of stewardship, but of consumption.
Tell your boss, Blocktrades, to stop too.
The one who holds the strings. The one who controls the delegations. The one who has turned a decentralized promise into a centralized reality. Tell him that the empire he has built is built on sand, and the tide of truth is coming in. Tell him that no amount of delegated power can outrun the permanence of the ledger.
The Awakening of the Observers
Because here is the truth that should keep you awake at night: everyone with a bit of sense can see what is going on.
They are not blind. They are not foolish. They are not easily distracted by your labels and your narratives. They are looking at the data. They are tracing the delegations. They are watching the downvotes fall like rain on the voices of the innocent. And they are drawing their own conclusions.
The awakening is not coming. The awakening is here.
Users are packing their digital belongings and walking away. Creators are seeking sanctuaries where their work is not held hostage by the whims of whales. The market is pricing in the truth that the ledger has already recorded. The empire of extraction is crumbling, not from external attack, but from the internal rot of its own hypocrisy.
The Final Word
So I ask you one last time: how can you call the truth "spam"?
You cannot. You never could. You never will.
The blockchain is the witness. The data is the evidence. The world is the jury. And the verdict, already written in hashes and timestamps, is clear.
Stop the downvotes. Tell your friends. Tell your boss. Do the right thing.
Because in the end, the lie will always run out of breath. But the truth will always outlast the stone.
And the stone remembers everything.
#TruthUnsilenced #ImmutableLedger #StopTheDownvotes #BlurtRising #Bilpcoin
At Bilpcoin, we do not fight for attention. We fight for accountability.
Join the movement for digital integrity:
https://zora.co/@bilpcoinbpc
https://x.com/bilpcoinbpc
https://blurt.blog/@bilpcoinbpc/posts
https://www.bilpcoin.com
https://www.youtube.com/@bilpcoinbpc
https://www.publish0x.com/@bilpcoinbpc
https://blipper-social.vercel.app/
If you are reading this on Blurt.blog, you are early. Like discovering crypto in its beginning. And best of allβthere is no downvote button. What you earn, you keep. No sabotage. No fear. Just freedom.
"You are your wallet." Not a tool. Not a vessel. But your digital embodiment. Choose wisely what you embody. Choose truth over the label.
"In life, never forget this: The universe keeps a ledger. Not in ink. Not on paper. But in the quiet, unyielding echo of every choice."